{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import keras\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "from augmenter import Augmenter\n",
    "from image_generator import deepaugment_generator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "TRAIN_SIZE = 10000\n",
    "BATCH_SIZE = 64"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from build_features import DataOp\n",
    "\n",
    "data, inp_shape = DataOp.load(\"cifar10\", TRAIN_SIZE)\n",
    "data = DataOp.preprocess(data)\n",
    "# ['brighten', 0.107, 'translate-x', 0.025, 'fog', 0.035, 1.0]\n",
    "# ['sharpen', 0.105, 'coarse-dropout', 0.604, 'translate-y', 0.836, 1.0]\n",
    "policy = [\n",
    "    {\n",
    "        \"aug1_type\": \"brighten\",\n",
    "        \"aug1_magnitude\": 0.107,\n",
    "        \"aug2_type\": \"translate-x\",\n",
    "        \"aug2_magnitude\": 0.025,\n",
    "        \"portion\": 1.0,\n",
    "    },\n",
    "    {\n",
    "        \"aug1_type\": \"sharpen\",\n",
    "        \"aug1_magnitude\": 0.105,\n",
    "        \"aug2_type\": \"coarse-dropout\",\n",
    "        \"aug2_magnitude\": 0.604,\n",
    "        \"portion\": 1.0,\n",
    "    }\n",
    "]\n",
    "\n",
    "tested_generator = deepaugment_generator(\n",
    "    data[\"X_train\"], data[\"y_train\"], \n",
    "    policy, batch_size=64, augment_chance=0.5)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(64, 32, 32, 3)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ims = next(tested_generator)\n",
    "ims[0].shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Each set of consequtive 4 images should have either non-augmented or augmented by one of the policies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x1152 with 64 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,16))\n",
    "for i in range(1,65):\n",
    "    plt.subplot(8,8,i)\n",
    "    plt.imshow(ims[0][i-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import logging\n",
    "from childcnn import ChildCNN\n",
    "\n",
    "X_val = data[\"X_val_seed\"][:1000]\n",
    "y_val = data[\"y_val_seed\"][:1000]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Train child model with augmented data (using generator in test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "BasicCNN model built as child model.\n",
      " Model summary:\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "conv2d_1 (Conv2D)            (None, 32, 32, 32)        896       \n",
      "_________________________________________________________________\n",
      "activation_1 (Activation)    (None, 32, 32, 32)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_2 (Conv2D)            (None, 30, 30, 32)        9248      \n",
      "_________________________________________________________________\n",
      "activation_2 (Activation)    (None, 30, 30, 32)        0         \n",
      "_________________________________________________________________\n",
      "max_pooling2d_1 (MaxPooling2 (None, 15, 15, 32)        0         \n",
      "_________________________________________________________________\n",
      "dropout_1 (Dropout)          (None, 15, 15, 32)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_3 (Conv2D)            (None, 15, 15, 64)        18496     \n",
      "_________________________________________________________________\n",
      "activation_3 (Activation)    (None, 15, 15, 64)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_4 (Conv2D)            (None, 13, 13, 64)        36928     \n",
      "_________________________________________________________________\n",
      "activation_4 (Activation)    (None, 13, 13, 64)        0         \n",
      "_________________________________________________________________\n",
      "max_pooling2d_2 (MaxPooling2 (None, 6, 6, 64)          0         \n",
      "_________________________________________________________________\n",
      "dropout_2 (Dropout)          (None, 6, 6, 64)          0         \n",
      "_________________________________________________________________\n",
      "flatten_1 (Flatten)          (None, 2304)              0         \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 512)               1180160   \n",
      "_________________________________________________________________\n",
      "activation_5 (Activation)    (None, 512)               0         \n",
      "_________________________________________________________________\n",
      "dropout_3 (Dropout)          (None, 512)               0         \n",
      "_________________________________________________________________\n",
      "dense_2 (Dense)              (None, 10)                5130      \n",
      "_________________________________________________________________\n",
      "activation_6 (Activation)    (None, 10)                0         \n",
      "=================================================================\n",
      "Total params: 1,250,858\n",
      "Trainable params: 1,250,858\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n",
      "None\n",
      "Epoch 1/50\n",
      "156/156 [==============================] - 28s 181ms/step - loss: 2.1633 - acc: 0.1960 - val_loss: 1.8931 - val_acc: 0.3350\n",
      "Epoch 2/50\n",
      "156/156 [==============================] - 28s 178ms/step - loss: 1.9020 - acc: 0.3103 - val_loss: 1.7560 - val_acc: 0.3810\n",
      "Epoch 3/50\n",
      "156/156 [==============================] - 27s 171ms/step - loss: 1.7671 - acc: 0.3584 - val_loss: 1.5665 - val_acc: 0.4430\n",
      "Epoch 4/50\n",
      "156/156 [==============================] - 25s 160ms/step - loss: 1.6706 - acc: 0.3943 - val_loss: 1.5951 - val_acc: 0.4370\n",
      "Epoch 5/50\n",
      "156/156 [==============================] - 25s 161ms/step - loss: 1.5932 - acc: 0.4194 - val_loss: 1.4139 - val_acc: 0.4730\n",
      "Epoch 6/50\n",
      "156/156 [==============================] - 27s 173ms/step - loss: 1.5406 - acc: 0.4410 - val_loss: 1.4608 - val_acc: 0.4720\n",
      "Epoch 7/50\n",
      "156/156 [==============================] - 26s 168ms/step - loss: 1.4890 - acc: 0.4630 - val_loss: 1.3543 - val_acc: 0.5270\n",
      "Epoch 8/50\n",
      "156/156 [==============================] - 25s 163ms/step - loss: 1.4416 - acc: 0.4820 - val_loss: 1.2806 - val_acc: 0.5400\n",
      "Epoch 9/50\n",
      "156/156 [==============================] - 25s 163ms/step - loss: 1.4117 - acc: 0.4991 - val_loss: 1.3720 - val_acc: 0.5030\n",
      "Epoch 10/50\n",
      "156/156 [==============================] - 25s 162ms/step - loss: 1.3875 - acc: 0.5055 - val_loss: 1.3910 - val_acc: 0.5050\n",
      "Epoch 11/50\n",
      "156/156 [==============================] - 25s 160ms/step - loss: 1.3559 - acc: 0.5147 - val_loss: 1.2146 - val_acc: 0.5600\n",
      "Epoch 12/50\n",
      "156/156 [==============================] - 25s 162ms/step - loss: 1.3496 - acc: 0.5173 - val_loss: 1.2152 - val_acc: 0.5500\n",
      "Epoch 13/50\n",
      "156/156 [==============================] - 26s 167ms/step - loss: 1.3170 - acc: 0.5308 - val_loss: 1.1805 - val_acc: 0.5800\n",
      "Epoch 14/50\n",
      "156/156 [==============================] - 25s 160ms/step - loss: 1.2942 - acc: 0.5359 - val_loss: 1.1657 - val_acc: 0.5760\n",
      "Epoch 15/50\n",
      "156/156 [==============================] - 26s 165ms/step - loss: 1.2718 - acc: 0.5485 - val_loss: 1.2944 - val_acc: 0.5530\n",
      "Epoch 16/50\n",
      "156/156 [==============================] - 26s 166ms/step - loss: 1.2646 - acc: 0.5503 - val_loss: 1.1767 - val_acc: 0.5840\n",
      "Epoch 17/50\n",
      "156/156 [==============================] - 25s 161ms/step - loss: 1.2426 - acc: 0.5508 - val_loss: 1.1409 - val_acc: 0.5910\n",
      "Epoch 18/50\n",
      "156/156 [==============================] - 26s 165ms/step - loss: 1.2465 - acc: 0.5607 - val_loss: 1.1617 - val_acc: 0.5930\n",
      "Epoch 19/50\n",
      "156/156 [==============================] - 25s 163ms/step - loss: 1.2095 - acc: 0.5709 - val_loss: 1.2088 - val_acc: 0.5870\n",
      "Epoch 20/50\n",
      "156/156 [==============================] - 25s 160ms/step - loss: 1.2062 - acc: 0.5735 - val_loss: 1.0635 - val_acc: 0.6140\n",
      "Epoch 21/50\n",
      "156/156 [==============================] - 25s 159ms/step - loss: 1.2058 - acc: 0.5760 - val_loss: 1.1285 - val_acc: 0.5980\n",
      "Epoch 22/50\n",
      "156/156 [==============================] - 26s 166ms/step - loss: 1.1798 - acc: 0.5865 - val_loss: 1.1424 - val_acc: 0.6230\n",
      "Epoch 23/50\n",
      "156/156 [==============================] - 26s 164ms/step - loss: 1.1850 - acc: 0.5833 - val_loss: 1.1429 - val_acc: 0.6000\n",
      "Epoch 24/50\n",
      "156/156 [==============================] - 25s 158ms/step - loss: 1.1572 - acc: 0.5881 - val_loss: 1.0751 - val_acc: 0.6060\n",
      "Epoch 25/50\n",
      "156/156 [==============================] - 26s 166ms/step - loss: 1.1464 - acc: 0.5994 - val_loss: 1.0624 - val_acc: 0.6270\n",
      "Epoch 26/50\n",
      "156/156 [==============================] - 26s 164ms/step - loss: 1.1524 - acc: 0.5960 - val_loss: 1.0152 - val_acc: 0.6300\n",
      "Epoch 27/50\n",
      "156/156 [==============================] - 26s 165ms/step - loss: 1.1428 - acc: 0.5994 - val_loss: 1.4189 - val_acc: 0.5500\n",
      "Epoch 28/50\n",
      "156/156 [==============================] - 25s 161ms/step - loss: 1.1394 - acc: 0.5995 - val_loss: 1.1924 - val_acc: 0.5970\n",
      "Epoch 29/50\n",
      "156/156 [==============================] - 26s 165ms/step - loss: 1.1276 - acc: 0.6055 - val_loss: 1.0963 - val_acc: 0.6280\n",
      "Epoch 30/50\n",
      "156/156 [==============================] - 26s 166ms/step - loss: 1.1215 - acc: 0.6038 - val_loss: 0.9904 - val_acc: 0.6510\n",
      "Epoch 31/50\n",
      "156/156 [==============================] - 26s 164ms/step - loss: 1.1246 - acc: 0.6058 - val_loss: 1.0595 - val_acc: 0.6280\n",
      "Epoch 32/50\n",
      "156/156 [==============================] - 25s 162ms/step - loss: 1.1023 - acc: 0.6115 - val_loss: 1.3015 - val_acc: 0.5820\n",
      "Epoch 33/50\n",
      "156/156 [==============================] - 26s 168ms/step - loss: 1.1104 - acc: 0.6136 - val_loss: 1.3045 - val_acc: 0.5810\n",
      "Epoch 34/50\n",
      "156/156 [==============================] - 26s 164ms/step - loss: 1.1138 - acc: 0.6151 - val_loss: 1.1283 - val_acc: 0.6040\n",
      "Epoch 35/50\n",
      "156/156 [==============================] - 25s 163ms/step - loss: 1.1020 - acc: 0.6101 - val_loss: 1.1121 - val_acc: 0.6230\n",
      "Epoch 36/50\n",
      "156/156 [==============================] - 27s 171ms/step - loss: 1.0929 - acc: 0.6191 - val_loss: 1.0099 - val_acc: 0.6470\n",
      "Epoch 37/50\n",
      "156/156 [==============================] - 26s 168ms/step - loss: 1.0866 - acc: 0.6168 - val_loss: 1.0489 - val_acc: 0.6340\n",
      "Epoch 38/50\n",
      "156/156 [==============================] - 25s 159ms/step - loss: 1.0964 - acc: 0.6187 - val_loss: 1.0177 - val_acc: 0.6340\n",
      "Epoch 39/50\n",
      "156/156 [==============================] - 23s 146ms/step - loss: 1.0987 - acc: 0.6168 - val_loss: 0.9316 - val_acc: 0.6570\n",
      "Epoch 40/50\n",
      "156/156 [==============================] - 23s 146ms/step - loss: 1.0913 - acc: 0.6221 - val_loss: 1.0078 - val_acc: 0.6610\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 41/50\n",
      "156/156 [==============================] - 23s 146ms/step - loss: 1.1097 - acc: 0.6124 - val_loss: 1.1228 - val_acc: 0.6000\n",
      "Epoch 42/50\n",
      "156/156 [==============================] - 23s 146ms/step - loss: 1.0755 - acc: 0.6192 - val_loss: 1.2061 - val_acc: 0.6050\n",
      "Epoch 43/50\n",
      "156/156 [==============================] - 23s 146ms/step - loss: 1.0813 - acc: 0.6272 - val_loss: 0.9284 - val_acc: 0.6690\n",
      "Epoch 44/50\n",
      "156/156 [==============================] - 23s 146ms/step - loss: 1.0820 - acc: 0.6296 - val_loss: 0.9702 - val_acc: 0.6480\n",
      "Epoch 45/50\n",
      "156/156 [==============================] - 23s 146ms/step - loss: 1.0897 - acc: 0.6295 - val_loss: 1.1016 - val_acc: 0.6260\n",
      "Epoch 46/50\n",
      "156/156 [==============================] - 23s 146ms/step - loss: 1.0918 - acc: 0.6304 - val_loss: 1.0823 - val_acc: 0.6240\n",
      "Epoch 47/50\n",
      "156/156 [==============================] - 23s 146ms/step - loss: 1.0760 - acc: 0.6313 - val_loss: 0.9952 - val_acc: 0.6360\n",
      "Epoch 48/50\n",
      "156/156 [==============================] - 23s 146ms/step - loss: 1.0833 - acc: 0.6259 - val_loss: 0.9549 - val_acc: 0.6600\n",
      "Epoch 49/50\n",
      "156/156 [==============================] - 23s 146ms/step - loss: 1.0983 - acc: 0.6256 - val_loss: 0.9195 - val_acc: 0.6700\n",
      "Epoch 50/50\n",
      "156/156 [==============================] - 23s 146ms/step - loss: 1.0611 - acc: 0.6381 - val_loss: 1.0110 - val_acc: 0.6370\n"
     ]
    }
   ],
   "source": [
    "child_model = ChildCNN(\n",
    "    model_name=\"basiccnn\", input_shape=inp_shape, batch_size=64, num_classes=10,\n",
    "    pre_augmentation_weights_path=\"initial_model_weights.h5\", logging=logging\n",
    ")\n",
    "\n",
    "history_of_augmented_model = child_model.model.fit_generator(\n",
    "    tested_generator,\n",
    "    steps_per_epoch=TRAIN_SIZE//BATCH_SIZE,\n",
    "    epochs=50,\n",
    "    validation_data=(X_val, y_val)\n",
    ")\n",
    "\n",
    "del child_model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Train child model with non-augmented data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "BasicCNN model built as child model.\n",
      " Model summary:\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "conv2d_5 (Conv2D)            (None, 32, 32, 32)        896       \n",
      "_________________________________________________________________\n",
      "activation_7 (Activation)    (None, 32, 32, 32)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_6 (Conv2D)            (None, 30, 30, 32)        9248      \n",
      "_________________________________________________________________\n",
      "activation_8 (Activation)    (None, 30, 30, 32)        0         \n",
      "_________________________________________________________________\n",
      "max_pooling2d_3 (MaxPooling2 (None, 15, 15, 32)        0         \n",
      "_________________________________________________________________\n",
      "dropout_4 (Dropout)          (None, 15, 15, 32)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_7 (Conv2D)            (None, 15, 15, 64)        18496     \n",
      "_________________________________________________________________\n",
      "activation_9 (Activation)    (None, 15, 15, 64)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_8 (Conv2D)            (None, 13, 13, 64)        36928     \n",
      "_________________________________________________________________\n",
      "activation_10 (Activation)   (None, 13, 13, 64)        0         \n",
      "_________________________________________________________________\n",
      "max_pooling2d_4 (MaxPooling2 (None, 6, 6, 64)          0         \n",
      "_________________________________________________________________\n",
      "dropout_5 (Dropout)          (None, 6, 6, 64)          0         \n",
      "_________________________________________________________________\n",
      "flatten_2 (Flatten)          (None, 2304)              0         \n",
      "_________________________________________________________________\n",
      "dense_3 (Dense)              (None, 512)               1180160   \n",
      "_________________________________________________________________\n",
      "activation_11 (Activation)   (None, 512)               0         \n",
      "_________________________________________________________________\n",
      "dropout_6 (Dropout)          (None, 512)               0         \n",
      "_________________________________________________________________\n",
      "dense_4 (Dense)              (None, 10)                5130      \n",
      "_________________________________________________________________\n",
      "activation_12 (Activation)   (None, 10)                0         \n",
      "=================================================================\n",
      "Total params: 1,250,858\n",
      "Trainable params: 1,250,858\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n",
      "None\n",
      "Train on 10000 samples, validate on 1000 samples\n",
      "Epoch 1/50\n",
      "10000/10000 [==============================] - 25s 3ms/step - loss: 2.0901 - acc: 0.2292 - val_loss: 1.8790 - val_acc: 0.2950\n",
      "Epoch 2/50\n",
      "10000/10000 [==============================] - 24s 2ms/step - loss: 1.8113 - acc: 0.3444 - val_loss: 1.8324 - val_acc: 0.3560\n",
      "Epoch 3/50\n",
      "10000/10000 [==============================] - 24s 2ms/step - loss: 1.6501 - acc: 0.4069 - val_loss: 1.6696 - val_acc: 0.3720\n",
      "Epoch 4/50\n",
      "10000/10000 [==============================] - 24s 2ms/step - loss: 1.5455 - acc: 0.4434 - val_loss: 1.7136 - val_acc: 0.3790\n",
      "Epoch 5/50\n",
      "10000/10000 [==============================] - 23s 2ms/step - loss: 1.4610 - acc: 0.4716 - val_loss: 1.5612 - val_acc: 0.4460\n",
      "Epoch 6/50\n",
      "10000/10000 [==============================] - 24s 2ms/step - loss: 1.4108 - acc: 0.4905 - val_loss: 1.4011 - val_acc: 0.4870\n",
      "Epoch 7/50\n",
      "10000/10000 [==============================] - 24s 2ms/step - loss: 1.3656 - acc: 0.5123 - val_loss: 1.3941 - val_acc: 0.5060\n",
      "Epoch 8/50\n",
      "10000/10000 [==============================] - 24s 2ms/step - loss: 1.3176 - acc: 0.5283 - val_loss: 1.5986 - val_acc: 0.4510\n",
      "Epoch 9/50\n",
      "10000/10000 [==============================] - 23s 2ms/step - loss: 1.2756 - acc: 0.5459 - val_loss: 1.7519 - val_acc: 0.4270\n",
      "Epoch 10/50\n",
      "10000/10000 [==============================] - 23s 2ms/step - loss: 1.2416 - acc: 0.5560 - val_loss: 1.1606 - val_acc: 0.5800\n",
      "Epoch 11/50\n",
      "10000/10000 [==============================] - 23s 2ms/step - loss: 1.2198 - acc: 0.5634 - val_loss: 1.3342 - val_acc: 0.5570\n",
      "Epoch 12/50\n",
      "10000/10000 [==============================] - 24s 2ms/step - loss: 1.1926 - acc: 0.5769 - val_loss: 1.1233 - val_acc: 0.5930\n",
      "Epoch 13/50\n",
      "10000/10000 [==============================] - 23s 2ms/step - loss: 1.1637 - acc: 0.5827 - val_loss: 1.1326 - val_acc: 0.5860\n",
      "Epoch 14/50\n",
      "10000/10000 [==============================] - 23s 2ms/step - loss: 1.1412 - acc: 0.5960 - val_loss: 1.2072 - val_acc: 0.5770\n",
      "Epoch 15/50\n",
      "10000/10000 [==============================] - 23s 2ms/step - loss: 1.1217 - acc: 0.5989 - val_loss: 1.1421 - val_acc: 0.6000\n",
      "Epoch 16/50\n",
      "10000/10000 [==============================] - 23s 2ms/step - loss: 1.1010 - acc: 0.6091 - val_loss: 1.3034 - val_acc: 0.5660\n",
      "Epoch 17/50\n",
      "10000/10000 [==============================] - 23s 2ms/step - loss: 1.0880 - acc: 0.6177 - val_loss: 1.0493 - val_acc: 0.6250\n",
      "Epoch 18/50\n",
      "10000/10000 [==============================] - 23s 2ms/step - loss: 1.0621 - acc: 0.6238 - val_loss: 1.2000 - val_acc: 0.5630\n",
      "Epoch 19/50\n",
      "10000/10000 [==============================] - 24s 2ms/step - loss: 1.0726 - acc: 0.6279 - val_loss: 1.0754 - val_acc: 0.6060\n",
      "Epoch 20/50\n",
      "10000/10000 [==============================] - 24s 2ms/step - loss: 1.0415 - acc: 0.6309 - val_loss: 1.0606 - val_acc: 0.6290\n",
      "Epoch 21/50\n",
      "10000/10000 [==============================] - 1084s 108ms/step - loss: 1.0313 - acc: 0.6319 - val_loss: 1.1666 - val_acc: 0.6070\n",
      "Epoch 22/50\n",
      "10000/10000 [==============================] - 23s 2ms/step - loss: 1.0126 - acc: 0.6380 - val_loss: 1.1380 - val_acc: 0.6000\n",
      "Epoch 23/50\n",
      "10000/10000 [==============================] - 23s 2ms/step - loss: 1.0127 - acc: 0.6397 - val_loss: 1.1745 - val_acc: 0.6020\n",
      "Epoch 24/50\n",
      "10000/10000 [==============================] - 24s 2ms/step - loss: 0.9932 - acc: 0.6492 - val_loss: 1.0933 - val_acc: 0.6440\n",
      "Epoch 25/50\n",
      "10000/10000 [==============================] - 24s 2ms/step - loss: 1.0004 - acc: 0.6472 - val_loss: 1.0200 - val_acc: 0.6390\n",
      "Epoch 26/50\n",
      "10000/10000 [==============================] - 24s 2ms/step - loss: 0.9805 - acc: 0.6559 - val_loss: 1.0716 - val_acc: 0.6340\n",
      "Epoch 27/50\n",
      "10000/10000 [==============================] - 24s 2ms/step - loss: 0.9797 - acc: 0.6599 - val_loss: 1.0901 - val_acc: 0.6170\n",
      "Epoch 28/50\n",
      "10000/10000 [==============================] - 23s 2ms/step - loss: 0.9699 - acc: 0.6552 - val_loss: 1.1192 - val_acc: 0.5990\n",
      "Epoch 29/50\n",
      "10000/10000 [==============================] - 23s 2ms/step - loss: 0.9684 - acc: 0.6581 - val_loss: 1.0288 - val_acc: 0.6510\n",
      "Epoch 30/50\n",
      "10000/10000 [==============================] - 23s 2ms/step - loss: 0.9656 - acc: 0.6605 - val_loss: 1.3966 - val_acc: 0.5970\n",
      "Epoch 31/50\n",
      "10000/10000 [==============================] - 23s 2ms/step - loss: 0.9475 - acc: 0.6705 - val_loss: 1.1864 - val_acc: 0.6190\n",
      "Epoch 32/50\n",
      "10000/10000 [==============================] - 23s 2ms/step - loss: 0.9623 - acc: 0.6649 - val_loss: 1.0680 - val_acc: 0.6420\n",
      "Epoch 33/50\n",
      "10000/10000 [==============================] - 23s 2ms/step - loss: 0.9499 - acc: 0.6695 - val_loss: 1.1171 - val_acc: 0.6340\n",
      "Epoch 34/50\n",
      "10000/10000 [==============================] - 24s 2ms/step - loss: 0.9322 - acc: 0.6744 - val_loss: 1.1665 - val_acc: 0.6130\n",
      "Epoch 35/50\n",
      "10000/10000 [==============================] - 24s 2ms/step - loss: 0.9436 - acc: 0.6702 - val_loss: 1.0059 - val_acc: 0.6560\n",
      "Epoch 36/50\n",
      "10000/10000 [==============================] - 23s 2ms/step - loss: 0.9291 - acc: 0.6757 - val_loss: 1.3433 - val_acc: 0.5390\n",
      "Epoch 37/50\n",
      "10000/10000 [==============================] - 23s 2ms/step - loss: 0.9293 - acc: 0.6786 - val_loss: 1.0602 - val_acc: 0.6630\n",
      "Epoch 38/50\n",
      "10000/10000 [==============================] - 23s 2ms/step - loss: 0.9296 - acc: 0.6788 - val_loss: 1.2044 - val_acc: 0.6220\n",
      "Epoch 39/50\n",
      "10000/10000 [==============================] - 23s 2ms/step - loss: 0.9160 - acc: 0.6816 - val_loss: 1.2665 - val_acc: 0.6210\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 40/50\n",
      "10000/10000 [==============================] - 23s 2ms/step - loss: 0.9274 - acc: 0.6732 - val_loss: 1.0784 - val_acc: 0.6400\n",
      "Epoch 41/50\n",
      "10000/10000 [==============================] - 24s 2ms/step - loss: 0.9204 - acc: 0.6826 - val_loss: 1.0830 - val_acc: 0.6160\n",
      "Epoch 42/50\n",
      "10000/10000 [==============================] - 24s 2ms/step - loss: 0.9135 - acc: 0.6799 - val_loss: 1.0016 - val_acc: 0.6410\n",
      "Epoch 43/50\n",
      "10000/10000 [==============================] - 23s 2ms/step - loss: 0.9070 - acc: 0.6872 - val_loss: 1.1465 - val_acc: 0.6240\n",
      "Epoch 44/50\n",
      "10000/10000 [==============================] - 23s 2ms/step - loss: 0.9228 - acc: 0.6778 - val_loss: 1.0868 - val_acc: 0.6400\n",
      "Epoch 45/50\n",
      "10000/10000 [==============================] - 23s 2ms/step - loss: 0.9076 - acc: 0.6825 - val_loss: 1.1492 - val_acc: 0.6390\n",
      "Epoch 46/50\n",
      "10000/10000 [==============================] - 24s 2ms/step - loss: 0.9047 - acc: 0.6896 - val_loss: 1.0278 - val_acc: 0.6690\n",
      "Epoch 47/50\n",
      "10000/10000 [==============================] - 24s 2ms/step - loss: 0.9026 - acc: 0.6958 - val_loss: 1.0996 - val_acc: 0.6520\n",
      "Epoch 48/50\n",
      "10000/10000 [==============================] - 23s 2ms/step - loss: 0.8857 - acc: 0.6947 - val_loss: 1.0069 - val_acc: 0.6430\n",
      "Epoch 49/50\n",
      "10000/10000 [==============================] - 24s 2ms/step - loss: 0.8998 - acc: 0.6900 - val_loss: 1.9896 - val_acc: 0.4980\n",
      "Epoch 50/50\n",
      "10000/10000 [==============================] - 24s 2ms/step - loss: 0.9029 - acc: 0.6890 - val_loss: 1.0196 - val_acc: 0.6610\n"
     ]
    }
   ],
   "source": [
    "child_model = ChildCNN(\n",
    "    model_name=\"basiccnn\", input_shape=inp_shape, batch_size=64, num_classes=10,\n",
    "    pre_augmentation_weights_path=\"initial_model_weights.h5\", logging=logging\n",
    ")\n",
    "\n",
    "history_of_non_augmented_model = child_model.model.fit(\n",
    "    x=data[\"X_train\"],\n",
    "    y=data[\"y_train\"],\n",
    "    batch_size=BATCH_SIZE,\n",
    "    epochs=50,\n",
    "    validation_data=(X_val, y_val)\n",
    ")\n",
    "\n",
    "del child_model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'history_of_nonaugmented_model' is not defined",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-12-49613e24965f>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0maug_hist_df\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mhistory_of_augmented_model\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhistory\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mnonaug_hist_df\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mhistory_of_nonaugmented_model\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhistory\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0maug_hist_df\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'history_of_nonaugmented_model' is not defined"
     ],
     "output_type": "error"
    }
   ],
   "source": [
    "aug_hist_df = pd.DataFrame(history_of_augmented_model.history)\n",
    "nonaug_hist_df = pd.DataFrame(history_of_nonaugmented_model.history)\n",
    "\n",
    "aug_hist_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>aug-1_type</th>\n",
       "      <th>aug-1_magnitude</th>\n",
       "      <th>aug-2_type</th>\n",
       "      <th>aug2-magnitude</th>\n",
       "      <th>probability</th>\n",
       "      <th>expected-accuracy-boost</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>gamma-contrast</td>\n",
       "      <td>0.79</td>\n",
       "      <td>dropout</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.43</td>\n",
       "      <td>5.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>gaussian-blur</td>\n",
       "      <td>0.97</td>\n",
       "      <td>coarse-dropout</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.56</td>\n",
       "      <td>4.8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       aug-1_type  aug-1_magnitude      aug-2_type  aug2-magnitude  \\\n",
       "0  gamma-contrast             0.79         dropout            0.23   \n",
       "1   gaussian-blur             0.97  coarse-dropout            0.17   \n",
       "\n",
       "   probability  expected-accuracy-boost  \n",
       "0         0.43                      5.2  \n",
       "1         0.56                      4.8  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "li = [\n",
    "    ['gamma-contrast', 0.79, 'dropout', 0.23, 0.43, 5.2],\n",
    "    ['gaussian-blur', 0.97, 'coarse-dropout', 0.17, 0.56, 4.8]\n",
    "]\n",
    "\n",
    "pd.DataFrame(li, columns=[\"aug-1_type\",\"aug-1_magnitude\",\"aug-2_type\",\"aug2-magnitude\",\"probability\",\"expected-accuracy-boost\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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